Attention based unified architecture for Arabic text detection on traffic panels to advance autonomous navigation in natural scenes

The increasing reliance on autonomous navigation systems necessitates robust methods for detecting and recognizing textual information in natural scenes, especially in complex scripts like Arabic. This paper presents a novel attention-based unified architecture for Arabic text detection and recognit...

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Bibliographic Details
Published in:	Scientific reports Vol. 15; no. 1; pp. 34138 - 22
Main Authors:	Hassan, Basma M., Gamel, Samah A., Talaat, Fatma M.
Format:	Journal Article
Language:	English
Published:	London Nature Publishing Group UK 01.10.2025 Nature Publishing Group Nature Portfolio
Subjects:	639/166 639/301 Algorithms Arabic text detection Artificial intelligence Attention-based architecture Autonomous navigation Autonomous vehicles Computer vision Datasets Deep learning Driver assistance systems Handwriting Humanities and Social Sciences Large language models Lighting Long short-term memory multidisciplinary Neural networks Plant diseases Roads & highways Science Science (multidisciplinary) Technological change Traffic accidents & safety Traffic panels Transportation planning Arabic text detection Driver assistance systems Autonomous navigation Traffic panels Attention-based architecture
ISSN:	2045-2322, 2045-2322
Online Access:	Get full text
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